# GraphNeuralNetwork

**Repository Path**: mirrors_shenweichen/GraphNeuralNetwork

## Basic Information

- **Project Name**: GraphNeuralNetwork
- **Description**: Implementation and experiments of graph neural netwokrs, like gcn,graphsage,gat,etc.
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-10-22
- **Last Updated**: 2026-03-08

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Graph Neural Network

# Method


|   Model   | Paper                                                                                                                      | Note                                                                                        |
| :-------: | :------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ |
| GCN  | [ICLR 2017][Semi-Supervised Classification with Graph Convolutional Networks](https://arxiv.org/pdf/1609.02907) | [【Graph Neural Network】GCN：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/78624225)  |
| GraphSAGE  | [NIPS 2017][Inductive representation learning on large graphs](https://papers.nips.cc/paper/6703-inductive-representation-learning-on-large-graphs.pdf) | [【Graph Neural Network】GraphSAGE：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/79637787)  |
| GAT  | [ICLR 2018][Graph Attention Nerworks](https://arxiv.org/pdf/1710.10903.pdf) |  |

# How to run examples
1. clone the repo and use `pip install -r requirements.txt` to setup the operating environment with `python>=3.6`.
2. run following commands
```bash
cd gnn
python run_gcn_cora.py
python run_graphsage_cora.py
python run_gat_cora.py
```

# DisscussionGroup
|公众号：浅梦学习笔记|微信：deepctrbot|
|:--:|:--:|
| [![公众号](https://github.com/shenweichen/GraphEmbedding/blob/master/pics/code.png)](https://github.com/shenweichen/AlgoNotes)| [![微信](https://github.com/shenweichen/GraphEmbedding/blob/master/pics/deepctrbot.png)](https://github.com/shenweichen/AlgoNotes)|